LONDON—The euroskeptic U.K. Independence Party on Tuesday launched a series of European Parliament election posters warning that millions of Europeans are after British jobs and urged voters to "take back control of our country," triggering accusations its campaign is racist.

UKIP is among a crop of euroskeptic, anti-immigration parties, including France's Front National, that are expected to fare well in May 22 European...